{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# for GPU-accelerated ELM, install `scikit-cuda` package from Pip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import hpelm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_moons, make_regression\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "matplotlib.rcParams['figure.figsize'] = [10, 8]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare some data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X, Y = make_moons(n_samples=2000000, noise=0.3)\n",
    "Xt, Xs, Yt, Ys = train_test_split(X, Y, test_size=0.3)\n",
    "subs = 1000  # subsampling for plots\n",
    "L = 100  # number of non-linear neurons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 382
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(Xs[Ys==0, 0][::subs], Xs[Ys==0, 1][::subs], c=\"r\")\n",
    "plt.scatter(Xs[Ys==1, 0][::subs], Xs[Ys==1, 1][::subs], c=\"b\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 43.8 s, sys: 7.78 s, total: 51.6 s\n",
      "Wall time: 6.45 s\n"
     ]
    }
   ],
   "source": [
    "rfc = RandomForestClassifier(n_estimators=8, n_jobs=-1)\n",
    "%time rfc.fit(Xt, Yt)\n",
    "Yh = rfc.predict(Xs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 251,
       "width": 382
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(Xs[Yh==0, 0][::subs], Xs[Yh==0, 1][::subs], c=\"r\")\n",
    "plt.scatter(Xs[Yh==1, 0][::subs], Xs[Yh==1, 1][::subs], c=\"b\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run HPELM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "elm = hpelm.HPELM(2, 1, precision='double', norm=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "elm.add_neurons(2, 'lin')\n",
    "elm.add_neurons(L, 'tanh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4.28 s, sys: 128 ms, total: 4.4 s\n",
      "Wall time: 735 ms\n"
     ]
    }
   ],
   "source": [
    "%time elm.train(Xt, Yt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "Yh = elm.predict(Xs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "Yh = np.array(Yh[:,0] > 0.5, dtype=np.int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 382
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(Xs[Yh==0, 0][::subs], Xs[Yh==0, 1][::subs], c=\"r\")\n",
    "plt.scatter(Xs[Yh==1, 0][::subs], Xs[Yh==1, 1][::subs], c=\"b\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run HPELM+GPU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using CUDA GPU acceleration with Scikit-CUDA\n"
     ]
    }
   ],
   "source": [
    "elm2 = hpelm.HPELM(2, 1, precision='single', accelerator=\"GPU\", norm=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "elm2.add_neurons(2, 'lin')\n",
    "elm2.add_neurons(L, 'tanh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELM covariance matrix is not full rank; solving with SVD (slow)\n",
      "This happened because you have duplicated or too many neurons\n",
      "CPU times: user 1.11 s, sys: 205 ms, total: 1.32 s\n",
      "Wall time: 1.69 s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/akusok/miniconda3/envs/hpelm/lib/python3.6/site-packages/hpelm/nnets/slfn_skcuda.py:267: FutureWarning: `rcond` parameter will change to the default of machine precision times ``max(M, N)`` where M and N are the input matrix dimensions.\n",
      "To use the future default and silence this warning we advise to pass `rcond=None`, to keep using the old, explicitly pass `rcond=-1`.\n",
      "  B = np.linalg.lstsq(HH, HT)[0]\n"
     ]
    }
   ],
   "source": [
    "%time elm2.train(Xt, Yt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "Yh = elm2.predict(Xs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "Yh = np.array(Yh[:,0] > 0.5, dtype=np.int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 382
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(Xs[Yh==0, 0][::subs], Xs[Yh==0, 1][::subs], c=\"r\")\n",
    "plt.scatter(Xs[Yh==1, 0][::subs], Xs[Yh==1, 1][::subs], c=\"b\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dummy task with very large data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_big = np.random.randn(10000000, 200)  # 10 million samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000000, 2)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# outputs are sums of first 10 and second 10 input values\n",
    "Y_big = np.stack((X_big[:, :10].sum(1), X_big[:, 10:20].sum(1))).T\n",
    "Y_big.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using CUDA GPU acceleration with Scikit-CUDA\n"
     ]
    }
   ],
   "source": [
    "elm_cpu = hpelm.HPELM(200, 2)\n",
    "elm_gpu = hpelm.HPELM(200, 2, precision=\"single\", accelerator=\"GPU\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "elm_cpu.add_neurons(200, 'lin')\n",
    "elm_cpu.add_neurons(1000, 'tanh')\n",
    "\n",
    "elm_gpu.add_neurons(200, 'lin')\n",
    "elm_gpu.add_neurons(1000, 'tanh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing batch 371/10000, eta 0:02:10\n",
      "processing batch 735/10000, eta 0:02:06\n",
      "processing batch 1101/10000, eta 0:02:01\n",
      "processing batch 1467/10000, eta 0:01:56\n",
      "processing batch 1841/10000, eta 0:01:50\n",
      "processing batch 2214/10000, eta 0:01:45\n",
      "processing batch 2596/10000, eta 0:01:39\n",
      "processing batch 2976/10000, eta 0:01:34\n",
      "processing batch 3356/10000, eta 0:01:29\n",
      "processing batch 3728/10000, eta 0:01:24\n",
      "processing batch 4110/10000, eta 0:01:18\n",
      "processing batch 4490/10000, eta 0:01:13\n",
      "processing batch 4871/10000, eta 0:01:08\n",
      "processing batch 5253/10000, eta 0:01:03\n",
      "processing batch 5633/10000, eta 0:00:58\n",
      "processing batch 6007/10000, eta 0:00:53\n",
      "processing batch 6388/10000, eta 0:00:48\n",
      "processing batch 6767/10000, eta 0:00:43\n",
      "processing batch 7147/10000, eta 0:00:37\n",
      "processing batch 7531/10000, eta 0:00:32\n",
      "processing batch 7909/10000, eta 0:00:27\n",
      "processing batch 8282/10000, eta 0:00:22\n",
      "processing batch 8663/10000, eta 0:00:17\n",
      "processing batch 9045/10000, eta 0:00:12\n",
      "processing batch 9423/10000, eta 0:00:07\n",
      "processing batch 9801/10000, eta 0:00:02\n",
      "CPU times: user 12min 36s, sys: 39.8 s, total: 13min 16s\n",
      "Wall time: 2min 12s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "elm_cpu.train(X_big, Y_big)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing batch 1534/10000, eta 0:00:27\n",
      "processing batch 3131/10000, eta 0:00:21\n",
      "processing batch 4726/10000, eta 0:00:16\n",
      "processing batch 6297/10000, eta 0:00:11\n",
      "processing batch 7879/10000, eta 0:00:06\n",
      "processing batch 9453/10000, eta 0:00:01\n",
      "CPU times: user 21 s, sys: 11.6 s, total: 32.6 s\n",
      "Wall time: 31.8 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "elm_gpu.train(X_big, Y_big)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "plots checking that output weights correctly correspond \n",
    "to sum of first 10 inputs and the next 10 inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 378
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "B_cpu = elm_cpu.nnet.get_B()\n",
    "plt.plot(range(1200), B_cpu[:,0])\n",
    "plt.plot(range(1200), B_cpu[:,1])\n",
    "plt.xlim([0, 50])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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opT5tv+ksfxwxcbEsACCocYT62+rbS8wsO56ZHSPpAkmHJH1qleP0ktX3D3m8d/+R9ZwkmmXFlXp32m+ailAPAAhqw6He3e+TdKukk1W116SulbRT0s3ufqB3p5ntNrP+i1Y/Wd8+18x+PH3AzH5S0nNVzeV/dKPnjPiyDaj6Z+rTVfrpHdLUJC4twbbQ7mvAAQAgiHHtKPtySXdIut7MLpa0V9K5ki5UNXZzdd/z99a3vYto5e6fNrN3SrpC0v81s/dJ+qqqHxYuk7RD0nXu/sUxnTMC66zUU5+t0nORbKNkK/VsTA0AiGMsod7d7zOzcyS9QdKlkp4h6WuSrpd0rbs/OOKhflHV7PyLJD1d0jGSHpL0N5L+wN1pv8FIRl6pJ9Q3SxbqWakHAMQxrpV6ufv9qlbZR3muDbnfJd1UvwHr1lmp0jJrviHUN0radDTLTD0AIA6GiRFSJ7lQdvn4DR31jZU2HXGhLAAgEEI9Qlpx8ylCfXNlm08R6gEAcRDqEVI6U79spT4du2DjqWah/QYAEBShHiFl7TfLVurT9hs2nmoU2m8AAEER6hFS1n6zbKY+bb9hpb5RaL8BAARFqEdI3RbtNxiA9hsAQFCEeoTUWbGnngtlG4v2GwBAUIR6hJS231BpiUW03wAAgiLUI6Rua4WVetpvmov2GwBAUIR6hJTvKNu/Uk/7TWPRfgMACIpQj5C62Y6y/TP1tN80Fu03AICgCPUIKb9Qtn/zKdpvGov2GwBAUIR6hNRZqdKSC2Wbi/YbAEBQhHqElG4+dYT2G/TQfgMACIpQj5C67ZU2n6L9prFovwEABEWoR0idtNJy2Uo97TeNRfsNACAoQj1CyjafWjZTT/tNY9F+AwAIilCPkNKZ+mUr9bTfNBftNwCAoAj1CKk1ZZqy6v35BdfsfBLsswtlWalvlKz9hvEbAEAchHqEZGbZav3M3LBQz0x9o2TtN4zfAADiINQjrGwEJ52rp/2mudIf4uaPSAvzw58LAEBBCPUIa+gGVPTUN5dZ38WyzNUDAGIg1COs0cZvCPWNQ60lACAgQj3CGrpSn43fEOobJ2vAYa4eABADoR5hdbKZ+nSlPt18ipn6xskacBi/AQDEQKhHWN1kpX5mrl6pn5+TFubqe02abk/+xLC1sgYcQj0AIAZCPcLKZup7K/Vzfc03ZhM+K2y5dOSKDagAAEEQ6hHWwJl6LpJFdqEsM/UAgBgI9QhrYPsNoR5UWgIAAiLUI6xue8BKPc03yNpvCPUAgBgI9Qhr4I6yNN+A9hsAQECEeoTVydpveuM3yWZDabhDc9B+AwAIiFCPsLqDeurTzYbarNQ3UtZ+w4WyAIAYCPUIKwv1c7TfoMaFsgCAgAj1CCsbvxnUU0+obyZCPQAgIEI9wuoMWqmn/Qa03wAAAiLUI6zuwM2naL9pPFbqAQABEeoRVmfg5lO03zQeoR4AEBChHmF1s5n63vgN7TeNl7XfEOoBADEQ6hHWwEpLLpRF1lNPpSUAIAZCPcLKN5+i0hK1bEfZmeHPAwCgIIR6hDV48ynabxova79hpR4AEAOhHmHloX5Q+w2hvpG4UBYAEBChHmHl4zeD2m8I9Y1EqAcABESoR1gDV+ppvwHtNwCAgAj1CKvbHrT5FBfKNh7tNwCAgAj1CKvTGrT5FKG+8Wi/AQAERKhHWP0z9e5O+w1ovwEAhESoR1hTU6Yd/RfLZu03zNQ3EhfKAgACItQjtGy1fnahr/2mM+AjEF5/qHffunMBAGBMCPUILWvAmZun/QbSdEuaalXv+4I0P7u15wMAwBgQ6hHasgYcLpSFRAMOACAcQj1CW9aAM8uOshANOACAcAj1CG35Sn0S4Gi/aS4acAAAwRDqEVo3Wak/fGS+r/2GUN9YNOAAAIIh1CO0TrJSf+RIEuin2tLU9ICPQCMQ6gEAwRDqEVq6Uj97mOYb1NLRq1lCPQCgfIR6hJZWWs7OHFh6gNGbZstW6pmpBwCUj1CP0NLNp+ZnmKdHLQv1tN8AAMpHqEdonWSlfi6dqaf5ptmy8RtW6gEA5SPUI7S00nJu5uDSA6zUN1u2+RQz9QCA8hHqEVq6+ZSz8RR6ss2nCPUAgPIR6hFaulK/cCQJb4zfNFu2+RShHgBQPkI9QkvbbxaylXoqLRuN9hsAQDBjC/VmdpKZ3WhmD5jZjJntM7PrzOz4dRzrCWZ2s5ndXx/rm2b2cTN7wbjOF82Qtt/k4zedAc9GY9B+AwAIpjWOg5jZqZLukHSCpFsk3SXpSZKuknSpmV3g7vtHPNaLJP2hpIOS/o+kfZKOk/R4Sc+QdPM4zhnNkK7UazYJb2w+1Wy03wAAghlLqJf0DlWB/kp3v6F3p5m9RdKrJL1R0ktXO4iZnacq0H9B0qXu/vW+x9tjOl80RDpTn41ZcKFss9F+AwAIZsPjN2Z2iqRLVK2ov73v4WskHZB0uZntHOFwvyVpWtLz+wO9JLn77MbOFk2Ttt9YGt4I9c1G+w0AIJhxrNRfVN/e6u4L6QPu/rCZ3a4q9J8n6SPDDmJmJ0n6l5I+I+mLZnahpLMluaQ7Jd3Wf3xgNelKvc2n4zeE+kaj/QYAEMw4Qv0Z9e09Qx6/V1WoP10rhHpJT0ye/1FJT+t7/B/M7Nnu/qV1nicaqDt0pZ6Z+kaj/QYAEMw4Qv2u+vZ7Qx7v3X/cKsc5ob79OUnflvRsVT8EfL+qMZ7LJX3AzJ7g7kdWOpCZ7Rny0O5VzgHBdJKV+un5NNTTftNotN8AAIKZRE+91be+yvOmk9uXuPv73P0hd79P0gtVjeWcLuk5m3OaiCidqZ9aSH4WpP2m2Wi/AQAEM46V+t5K/K4hjx/b97xhvlPfzkj6YPqAu7uZ3SLpHFVVmX+60oHc/exB99cr+Getch4IJK20bM1zoSxqtN8AAIIZx0r93fXt6UMeP62+HTZz33+ch4dcENsL/SyxYmTp5lOtBXrqUUvHr1ipBwAEMI5Qf1t9e4mZZcczs2MkXSDpkKRPrXKcz6uapf8+M/uBAY8/vr7dt/5TRdOkK/XT6fgNM/XNlv5Qx0w9ACCADYf6eub9VkknS3pF38PXStop6WZ3P9C708x2m1l20aq7z0n6/fqPv5X+gGBmT5D0Iklzkv5io+eM5kgrLduehDfab5qN9hsAQDDj2lH25ZLukHS9mV0saa+kcyVdqGrs5uq+5++tb63v/jdJuljSCyQ9wcw+pqr95jmSupJeTaUl1iK9UHaHzyy94uipb7Y01NNTDwAIYCztN/Vq/TmSblIV5l8t6VRJ10s63933j3icg6pC/bWSjla18v+zqn5geIa7v2Uc54vmaE+bpuogv0PJhsRcKNtsbSotAQCxjGulXu5+v6QrRnxu/wp9+thBSa+v34ANMTN129M6eGReXaUz9YT6Rsvabxi/AQCUbxI99cCW6jXgZKGe9ptmSy+Unj8iLcxv3bkAADAGhHqE12vA6Vg6fkP7TaOZsassACAUQj3CWwz12fgNK/WNl4V6LpYFAJSNUI/wlsZvkpV62m+QNeAwVw8AKBuhHuF1Bq7UE+obr81KPQAgDkI9wuu2pjSlBe2w3sWQJk3v2NJzwjaQNeAQ6gEAZSPUI7xue3p5840NbVVFU6QXS7MBFQCgcIR6hNdpTfWN3tB8A+W1pqzUAwAKR6hHeNVKfVpnSfMN1Nd+w4WyAICyEeoRXrc9pa6l4zdcJAv1td+wUg8AKBuhHuF1WtPqZCv1hHqI9hsAQCiEeoTXbU/lF8oS6iHRfgMACIVQj/C67em+8Rtm6qF8pZ7NpwAAhSPUI7yq/SYdv6H9Buq7UHZm684DAIAxINQjvGU99bTfQKL9BgAQCqEe4XXa03lPPe03kPIxLNpvAACFI9QjvE5rSh2j/QZ90jEsLpQFABSOUI/wlo/fEOoh2m8AAKEQ6hFet9VXaUn7DaS+9htCPQCgbIR6hFfN1NN+gz4tNp8CAMRBqEd43dZU3lNP+w0kQj0AIBRCPcJbNlNP+w2kvvYbKi0BAGUj1CO8Trt/8ylCPdTXfsPmUwCAshHqEV63RfsNBsjab1ipBwCUjVCP8Lrt6XymnvYbSLTfAABCIdQjvE6rf/yG9huIC2UBAKEQ6hHe8s2nWKmHCPUAgFAI9Qiv05pSx5ZW6p2Veki03wAAQiHUI7ypKdNRyfjNEduxhWeDbYP2GwBAIIR6NMJRU0vjN0fESj20vP3GfevOBQCADSLUoxG6yUr9DCv1kKTpljTVqt73BWl+duXnAwCwjRHq0QjphbIz3t7CM8G2wsWyAIAgCPVohPRC2UNipR41Qj0AIAhCPRphhy+t1B9ipR49NOAAAIIg1CM+d3W11G5ymFCPHhpwAABBEOoR33zSfOPTOjy/heeC7aW/AQcAgEIR6hFfMlZxWDt0eHZhC08G20o7mamfZaYeAFAuQj3iSy6AnFFbM3Ms1aPGhbIAgCAI9YgvC/Ws1CNBqAcABEGoR3zJWMVh36HDs6zUo5aN3zBTDwAoF6Ee8SUXQM6oTajHkmylnvYbAEC5CPWILwlrh7VDM3OM36CWhXpW6gEA5SLUI760/cZ3aIaVevRkm08xUw8AKBehHvH1td8cZqUePdnmU4R6AEC5CPWILwlrh8VKPRLZ5lOEegBAuQj1iG82D/VUWmIR7TcAgCAI9Ygvbb/xtg6z+RR66KkHAARBqEd8/e03rNSjh1APAAiCUI/4ZtOe+h2s1GMJ7TcAgCAI9Yivv/2GC2XRk7XfMFMPACgXoR7xpe03zuZTSGTtN+woCwAoF6Ee8WXtN23ab7CE9hsAQBCEesSXjFXQU48MF8oCAIIg1CO+ZKxixtuM32AJoR4AEAShHvHN5iv1XCiLRbTfAACCINQjvrn+HWUJ9ajRfgMACIJQj/j6Ki0Zv8Ei2m8AAEEQ6hHfbF5pObfgmpsn2EN97TeM3wAAykWoR3x97TeSdJjVekh9F8oyfgMAKBehHvGl7TdqV7fM1UPKQ/38EWmBH/YAAGUi1CO+2fxCWYmVetTMqLUEAIRAqEd8yVjFjNehnpV69GQNOIR6AECZCPWIb+D4DSv1qGUNOIR6AECZCPWIb3bQhbKs1KOWNeBwsSwAoExjC/VmdpKZ3WhmD5jZjJntM7PrzOz4DRzzqWY2b2ZuZv9lXOeKBlmYlxZmq3dlOqKWJMZvkGClHgAQQGscBzGzUyXdIekESbdIukvSkyRdJelSM7vA3fev8ZjHSPojSQclPWoc54kGSkLarO2QZJLEBlRYwkw9ACCAca3Uv0NVoL/S3S9z99e6+0WS3irpDElvXMcxf1fSLkm/MaZzRBPN9of6CpWWWNROVurZgAoAUKgNh3ozO0XSJZL2SXp738PXSDog6XIz27mGYz5L0hWSrpT0wEbPEQ2WNN/MTS2tyB7mQln0sAEVACCAcazUX1Tf3uruWVJy94cl3S7paEnnjXIwMztB0h9Ier+7v3sM54cmS5pv0lA/w4Wy6MlC/czw5wEAsI2NI9SfUd/eM+Txe+vb00c83n9XdV4v3chJAZKyNpN5VuoxCO03AIAAxnGh7K769ntDHu/df9xqBzKzF0t6lqSfd/dvrPeEzGzPkId2r/eYKFRy4eP8dBrqWalHjfYbAEAAk+ipt/rWV3yS2cmSrpP0Xnf/800+JzRFGuqz8RtW6lGj/QYAEMA4Vup7K/G7hjx+bN/zhrlR0iFJL9/oCbn72YPur1fwz9ro8VGQpM3Ek9lpVuqxiPYbAEAA41ipv7u+HTYzf1p9O2zmvucsVbWY36o3m3Izc0nvrB+/ur7v/Rs7XTRK0mayMJ2GelbqUaP9BgAQwDhW6m+rby8xs6m0AafeQOoCVSvwn1rlODerasnpd5qkp0q6U9IeSZ/b8BmjOdI2kxbtNxiA9hsAQAAbDvXufp+Z3aqqq/4Vkm5IHr5W0k5Jv+/uB3p3mtnu+mPvSo5z5aDjm9mLVIX6D7j7r2/0fNEwSZuJJxdEslKPRbTfAAACGMdKvVTNwd8h6Xozu1jSXknnSrpQ1djN1X3P31vfmoDNlF74mIS3w6zUo4f2GwBAAGNpv3H3+ySdI+kmVWH+1ZJOlXS9pPPdff84Pg+wZklIs2QO7nYAAAAbVElEQVTMYoaVevTQfgMACGBcK/Vy9/slXTHic0deoXf3m1T9sACsXdJmYjuWVmSZqcci2m8AAAFMoqce2DpJm8lUO52pJ9Sjll0oS6gHAJSJUI/YkjaTqR3J+A2bT6GHUA8ACIBQj9iSNpPpHazUY4Cs/YZQDwAoE6EesSUrr60dS9sgUGmJRVn7DZWWAIAyEeoRWxLqpztcKIsBsvYbNp8CAJSJUI/YknGKNiv1GCRrv2GlHgBQJkI9YkvGKdrdNNSzUo8aF8oCAAIg1CO2ZJyinY3fLMjdt+KMsN0Q6gEAARDqEVsyTjG142jtmF56yVNrCUm03wAAQiDUI7Z05bXVVaedhHrm6iEtb7/hNzgAgAIR6hFbeuFjq6tOa3rxjzTgQJI03ZKsfl34grQwt7XnAwDAOhDqEVtaUdjuqpus1NOAg0U04AAACkeoR2zpZkKto9RtL63UH2alHj1cLAsAKByhHrGlFz62Ouq0mKnHAIR6AEDhCPWIyz0PaG1W6jEEDTgAgMIR6hHX/BFJdZPJVFuamu6bqSfUo9bfgAMAQGEI9Yirr/lGUtZ+w4WyWNTqLL2fXlwNAEAhCPWIq6/5RlK2Uk+lJRbRfgMAKByhHnH1Nd9IUpeVegzChbIAgMIR6hFXX/ONpGxHWWbqsSgdv2GlHgBQIEI94sqab5bP1M/MsVKPWjp+w0w9AKBAhHrElYb63vhNWmnJSj16svEbVuoBAOUh1COurP2mHr/JNp8i1KPWoqceAFA2Qj3iytpvlq/UM36DRW0ulAUAlI1Qj7jmlvfUs/kUBso2nyLUAwDKQ6hHXFn7DZtPYQW03wAACkeoR1wD2m/YfAoD0X4DACgcoR5xrdp+w0o9arTfAAAKR6hHXKu03xxmpR49tN8AAApHqEdcq7XfsFKPHtpvAACFI9QjrtXab1ipRw/tNwCAwhHqEVc6RlGv1NN+g4FovwEAFI5Qj7iyC2Wr0Eb7DQai/QYAUDhCPeIa0H6TrtQzU49FtN8AAApHqEdc6RhFfSFkhx1lMQjtNwCAwhHqEVc6RrF4oWyyUj/HSj1qtN8AAApHqEdcg9pvsgtlWalHjfYbAEDhCPWIa0D7TXvaZFbdNbfgmptntR7KV+oZvwEAFIhQj7gGtN+YWbZazwgOJPVdKEuoBwCUh1CPuAa030h9G1AxggMpD/XzM9ICP+wBAMpCqEdc2fjNUmhLL5Y9zEo9JMmM1XoAQNEI9YgrW6lfCmydVrIBFSv16El3lSXUAwAKQ6hHXENCfbZSzwZU6KEBBwBQMEI94so2n1oKbJ1s/IaVetSyBhx2lQUAlIVQj5gW5qWF2foPJk3vWHwoH79hpR61bKZ+ZvjzAADYhgj1iKl/9KZXTq/+C2VZqUctC/Ws1AMAykKoR0xDmm8kqcuFshgkGdFiAyoAQGkI9YhpyEWyUj5Tz+ZTWET7DQCgYIR6xLRCqE9X6tl8CotovwEAFIxQj5iGNN9IVFpiCNpvAAAFI9QjprS9JB2rUF/7DRfKoof2GwBAwQj1iCltL2mxUo8R0H4DACgYoR4xrdR+02amHgPQfgMAKBihHjGt1H7Tov0GA9B+AwAoGKEeMa3UfsNKPQah/QYAUDBCPWJaof2mw0w9BqH9BgBQMEI9YspW6mm/wQhovwEAFIxQj5iyUE/7DUZA+w0AoGCEesS0YvtNeqEsK/Wo0X4DACgYoR4xrdh+k4zfsFKPHtpvAAAFI9QjphXbb5LxG1bq0UP7DQCgYIR6xLRC+w2Vlhgoa78h1AMAykKoR0xpe8my9hs2n8IA2YWyhHoAQFkI9YgpbS9Z1n7DSj0GINQDAAo2tlBvZieZ2Y1m9oCZzZjZPjO7zsyOH/Hjd5rZvzezPzGzu8zsgJk9bGafMbNXm9mOcZ0rGmCl9psWlZYYIGu/odISAFCW1jgOYmanSrpD0gmSbpF0l6QnSbpK0qVmdoG771/lMP9S0rslPSjpNknvl/RoSc+U9DuSnm1mF7s7S2hYXbZS39d+02bzKQyQtd+w+RQAoCxjCfWS3qEq0F/p7jf07jSzt0h6laQ3SnrpKsf4uqTnS3qvux9JjnGMpI9JerKkV0h685jOGZFlM/Urr9S7u8xsUmeG7Sprv2GlHgBQlg2P35jZKZIukbRP0tv7Hr5G0gFJl5vZzpWO4+53uvsfp4G+vv9hLQX5p230fNEQK7TfTE2Zdkynq/WM4EC03wAAijaOmfqL6ttb3T1LR3Ugv13S0ZLO28DnmK1v5zZwDDRJ1lPfWfZwtgEVoR4SF8oCAIo2jlB/Rn17z5DH761vT9/A53hxffuXGzgGmiQL9Ucte7iTbEA1QwMOJGm6LVn9uvB5aX525ecDALCNjGOmfld9+70hj/fuP249BzezV0q6VNKdkm4c8WP2DHlo93rOAQVaof1G6q+1ZKUetfZR0pFHqvdnD1VBHwCAAkyip753BaKv+QPNni3pOlUX0T7H3Vk6w2hWaL+R8vGbwzTgoCdrwGEEBwBQjnGs1PdW4ncNefzYvueNxMwuk/QeSd+UdKG7f3nUj3X3s4ccc4+ks9ZyHijUCu03ktTNxm9YqUcta8Ah1AMAyjGOlfq769thM/On1bfDZu6XMbPnSXqvpG9I+ml3v3uVDwGWuOftN6uEelbqsYgGHABAocYR6m+rby8xs+x4dcf8BZIOSfrUKAczs38n6U8lPaAq0N+7yocAufkjWpz2mmpJ08t/IZWN33ChLHqyBhy66gEA5dhwqHf3+yTdKulkVZtDpa6VtFPSze5+oHenme02s2UXrZrZCyW9S9I/SXrqWkZugEWrNN9IjN9giCzUs6ssAKAc49pR9uWS7pB0vZldLGmvpHMlXahq7ObqvufvrW8Xt/E0swtVtdtMqVr9v2LALp/fdffrxnTOiGqV5hupr/2G8Rv0pBuVzbJSDwAox1hCvbvfZ2bnSHqDqvrJZ0j6mqTrJV3r7g+OcJjHauk3By8e8pyvqmrDAYZbpflGkjqtZKaelXr00H4DACjUuFbq5e73S7pixOcuW4J395sk3TSu80GDrdJ8I+Ur9TOs1KOHXWUBAIWaRE89MFnp2MSQ8RtW6jFQNn5DqAcAlINQj3iyC2WHhPo27TcYIBu/YaYeAFAOQj3iGSHUd5OV+pk5VupRyzafov0GAFAOQj3iydpvRqm0ZKUetWzzKVbqAQDlINQjnqz9pjPwKWw+hYG4UBYAUChCPeLJ2m9GWKln/AY9hHoAQKEI9YhnhPabLhfKYhDabwAAhSLUI57sQtnBK/VUWmIg2m8AAIUi1COeLNQPnqln8ykMRPsNAKBQhHrEs8b2G1bqsYj2GwBAoQj1iCdrvxm2o2wyU89KPXq4UBYAUChCPeLJ2m+GXSib9tSzUo8aoR4AUChCPeJZa/sNK/Xoof0GAFAoQj3iWWP7DSv1WJSt1DNTDwAoB6Ee8YzQftOh/QaDZKGe9hsAQDkI9YiH9husF+03AIBCEeoRzwjtN91s8ylW6lHLeuqZqQcAlINQj3hGaL9pT5vM6qcvuObmWa2H+naUJdQDAMpBqEc8I7TfmFm2Wj8zR6iHaL8BABSLUI94Rmi/kfpqLRnBgZT/Zmd+Rlrghz0AQBkI9YhnhPYbqa/WkpV6SJKZNJ28ZuZpwAEAlIFQj3hGaL+RWKnHEDTgAAAKRKhHPNlK/eCZeolaSwxBAw4AoECEesQzYqjvtNiACgPQgAMAKBChHrEszEvzR+o/2Moz9azUYxAacAAABSLUI5b+VfpeGf0A2fgNK/XoSX+7M8dMPQCgDIR6xJJtPDV8lV7qG79hpR49Wain/QYAUAZCPWLJNp4a3nwj5Sv1zNRjEe03AIACEeoRy4gXyUpSt0WlJQag/QYAUCBCPWJZQ6jvtNP2G8ZvUKP9BgBQIEI9Ysk2nlptpT5tv2GlHjXabwAABSLUI5a0raQ1+kw9lZZYRPsNAKBAhHrEko3frKH9hgtl0UP7DQCgQIR6xJKN37BSj3Wg/QYAUCBCPWJZS/tNm/YbDED7DQCgQIR6xLKW9ptW2lPPSj1qtN8AAApEqEcs2eZTo1daslKPRbTfAAAKRKhHLNlKPTP1WAfabwAABSLUIxbab7BRtN8AAApEqEcs62y/mWGlHj203wAACkSoRyxrar9Jxm9YqUcP7TcAgAIR6hHLmtpvkvEbVurRk7XfMH4DACgDoR6xZOM3rNRjHbL2G8ZvAABlINQjlrStZNX2GyotMUB2oSzjNwCAMhDqEcvsWtpv2HwKA7S4UBYAUB5CPWKZW0v7DSv1GKBNpSUAoDyEesSypgtl882n3H2zzgolydpvWKkHAJSBUI9Y0nGJVUL99JSpPW2Lfz4yzwgOlI9tzTJTDwAoA6EesaTjEqu030hSt2+1HsjGtrhQFgBQCEI9YllD+40kdbJdZZmrh6TptmT168LnpfnZrT0fAABGQKhHLGtov5HyDahYqcciGnAAAIUh1COWNbTfSHkDzgwbUKGHBhwAQGEI9YhlDe03Ut+usqzUo4cGHABAYQj1iMN9Te03Ut/4DSv16KEBBwBQGEI94piflVR3zU+1pOnWqh/SzS6UZaUeNRpwAACFIdQjjjU230j94zes1KOW/paHUA8AKAChHnGssflGYvwGQ9B+AwAoDKEecayx+UZi/AZD0H4DACgMoR5xrLH5RsorLVmpx6Js/IaVegDA9keoRxxrbL6RpE6LSksMkI3fMFMPANj+CPWIIx2TaI8Y6tl8CoO0uVAWAFAWQj3imFv7Sn2XlXoM0qLSEgBQFkI94phd+0x9tlJPpSV6ss2nmKkHAGx/hHrEkbXfrH2lfmaOlXrUss2naL8BAGx/hHrEkbXfsPkUNoD2GwBAYcYW6s3sJDO70cweMLMZM9tnZteZ2fFrPM6j64/bVx/ngfq4J43rXBFUOiYx6oWy6eZThHr0pCv1tN8AAArQGsdBzOxUSXdIOkHSLZLukvQkSVdJutTMLnD3/SMc5zH1cU6X9FFJ75G0W9IVkn7GzM539y+P45wRUDomMXJPPeM3GCCdqedCWQBAAca1Uv8OVYH+Sne/zN1f6+4XSXqrpDMkvXHE47xJVaB/q7tfXB/nMlU/HJxQfx5gsPW037RZqccAtN8AAAqz4VBvZqdIukTSPklv73v4GkkHJF1uZjtXOc5OSZfXz7+m7+G31cd/ev35gOXSMYn2aDP1bD6FgdLxLdpvAAAFGMf4zUX17a3unqUid3/YzG5XFfrPk/SRFY5zvqSj6uM83HecBTO7VdIvS7pQ0vpHcL6zT/qzy9f94ZvPJ/z5bMKfbxN9c+/S++n4xArSlfq9X39IL3v3nnGf1TI+wS+xjfHLu1nnPc5zHJcff+T/6WX1+9+9+5P68m8/cwKfdXIvjEn+k/s2/h5j6/w3n+R36e37r1ep/i2271mu92s8zHqPNs5/oY39jSbztRr3v/tKtvP3mIPfuG+in28cof6M+vaeIY/fqyrUn66VQ/0ox1F9nBWZ2bBktluHvyvt/V+rHQKlW0f7zXcPzupDX/j6Zp0RCvLw1EG9bEf1/nHz+3XWgU9s7QkBAIpz9MIjE/1845ip31Xffm/I4737j5vQcdB0NiX92L8a6alnnHiMfvi40X4AQHN8buHH9F1fcWIQAIBtZSztN6vo/V5ko7+LGfk47n72wAOY7dHxJ5+l5715g6eyySY1jzDJOZBJOumJ0q4fHump7ekpffhVT9XtX/q25hdijT+s92/jPvwlOO7z3s6vwE8f+age862/k/nar7VY77+TT+K//ZW+wJvxuba77Tj/tUGT/BLLJzP8sKFX0hr/MSb7n4jLJvTJbB3/PU7y331dJvw9Zq1/o4N/fK2kr27GqQw0jlDfW0HfNeTxY/uet9nHWVn3OOlxl23oEIjlUZ2Wnv64E7f6NLDt/KCqRl0AANbu6GPfpkmG+nGM39xd3w6bdT+tvh02Kz/u4wAAAACNMo5Qf1t9e4mZZcczs2MkXSDpkKRPrXKcT9XPu6D+uPQ4U6outk0/HwAAAACNIdS7+32SbpV0sqRX9D18raSdkm529wO9O81st5llv9d290ckvat+/uv7jvPK+vgfZkdZAAAAIDeuC2VfLukOSdeb2cWS9ko6V1Wn/D2Sru57fq9QvP+ag9dJepqkXzOzn5T0aUlnSnqWpG9q+Q8NAAAAQOONY/ymt1p/jqSbVIX5V0s6VdL1ks539/0jHme/qk2orpf0Y/VxzpX0Tkln158HAAAAQGJslZbufr+kK0Z87tBWIHd/UNJV9RsAAACAVYxlpR4AAADA1iHUAwAAAIUj1AMAAACFI9QDAAAAhSPUAwAAAIUj1AMAAACFI9QDAAAAhSPUAwAAAIUj1AMAAACFI9QDAAAAhTN33+pzmBgz23/UUUc9+swzz9zqUwEAAEBge/fu1aFDhx5098dM4vM1LdTPSJqW9PdbfS7YVnbXt3dt6Vlgu+F1gUF4XWAQXhcY5Cckzbt7ZxKfrDWJT7KNfEGS3P3srT4RbB9mtkfidYEcrwsMwusCg/C6wCC918WkMFMPAAAAFI5QDwAAABSOUA8AAAAUjlAPAAAAFI5QDwAAABSuUZWWAAAAQESs1AMAAACFI9QDAAAAhSPUAwAAAIUj1AMAAACFI9QDAAAAhSPUAwAAAIUj1AMAAACFa0SoN7OTzOxGM3vAzGbMbJ+ZXWdmx2/1uWFzmdlzzewGM/ukmT1kZm5m717lY55sZh80swfN7KCZfd7MftXMpid13tg8ZvYYM3uJmb3PzL5kZofM7Htm9jdm9otmNvD7Iq+L+Mzsv5rZR8zs/vp18aCZfc7MrjGzxwz5GF4XDWNml9f/L3Eze8mQ5/wbM/tY/b3lETP7OzN74aTPFZunzpI+5O3rQz5mU79fhN98ysxOlXSHpBMk3SLpLklPknShpLslXeDu+7fuDLGZzOxOST8h6RFJ/yxpt6Q/dvfnD3n+syT9T0mHJf2ZpAclPVPSGZL+wt2fN4nzxuYxs5dK+m+SvibpNkn/JOkHJD1b0i5VX//nefLNkddFM5jZEUmflfSPkr4paaek8ySdI+kBSee5+/3J83ldNIyZ/Yikf5A0LelRkn7J3f+w7zmvlHSDpP2qXhdHJD1X0kmS3uzur5noSWNTmNk+ScdJum7Aw4+4++/0PX/zv1+4e+g3SR+W5JJ+pe/+t9T3/95WnyNvm/r1v1DSaZJM0tPqr/m7hzz3WFX/I5+RdE5yf1fVD4Yu6Re2+u/E24ZfExfV30in+u4/UVXAd0nP4XXRvDdJ3SH3v7H+Or+D10Vz3+r/j/y1pPsk/Xb9NX5J33NOVhXa9ks6Obn/eElfqj/m/K3+u/A2ltfDPkn7RnzuRL5fhB6/MbNTJF2i6h/+7X0PXyPpgKTLzWznhE8NE+Lut7n7vV7/17OK50r6fknvcffPJMc4LOnX6z++bBNOExPk7h919//t7gt9939d0u/Vf3xa8hCvi4aov6aD/Hl9e1pyH6+L5rlS1aLAFarywyAvltSR9DZ339e7092/I+lN9R9fuonniO1pIt8vQod6Vf/xSdKtA/4H/rCk2yUdrerXq0Dv9fKXAx77hKSDkp5sZp3JnRImbLa+nUvu43WBZ9a3n0/u43XRIGZ2pqTflPS77v6JFZ660uviQ33PQfk6ZvZ8M3udmV1lZhcOmY+fyPeL1kY+uABn1Lf3DHn8XlUr+adL+shEzgjb2dDXi7vPmdlXJD1O0imS9k7yxLD5zKwl6QX1H9NvvLwuGsbMXqNqXnqXqnn6p6gK9L+ZPI3XRUPU3xvepWo873WrPH2l18XXzOyApJPM7Gh3PzjeM8UWOFHVayP1FTO7wt0/ntw3ke8X0UP9rvr2e0Me791/3ATOBdsfr5dm+01Jj5f0QXf/cHI/r4vmeY2qi6d7/lLSi9z9W8l9vC6a4z9J+ilJT3H3Q6s8d5TXxc76eYT6sr1T0iclfVHSw6oC+Ssl/bKkD5nZ+e7+9/VzJ/L9Ivr4zWqsvo1dAYRx4fUSlJldKenVqtqxLl/rh9e3vC6CcPcT3d1UrcI9W9X/rD9nZmet4TC8LgIwsyepWp1/s7v/7TgOWd/yuiicu19bX6P1DXc/6O5fcPeXqipiOUrS69dwuLG8LqKH+t5PPruGPH5s3/PQbLxeGsjMXiHpd1XVGF7o7g/2PYXXRUPV/7N+n6oxzcdIujl5mNdFcMnYzT2S/uOIHzbq6+KhDZwatrde4cJTk/sm8v0ieqi/u749fcjjvSaDYTP3aJahr5f6m/uPqrqA8suTPClsHjP7VUlvk/QFVYF+0IYhvC4azt2/quqHvseZ2ffVd/O6iO9Rqr6+Z0o6nG4upKpBT5L+oL6v11W+0uviB1WN3vwz8/ShfbO+TZsVJ/L9Inqov62+vaR/l0gzO0bSBZIOSfrUpE8M29JH69tLBzz2VFVNSXe4+8zkTgmbxcz+g6S3SrpTVaD/5pCn8rqAJP1QfTtf3/K6iG9G0v8Y8va5+jl/U/+5N5qz0uviX/c9BzGdX9+mAX0y3y+2urx/s9/E5lO8LX3Nn6bVN5/6lthMJvybql+lu6TPSHr0Ks/lddGAN1W7TZ844P4pLW0+dTuvC97qr/PrNXjzqR8Vm0+Ff1PVVLPs/x2SHquqWdElvS65fyLfL6w+aFhmdqqqf7ATJN2iqiroXFU7jd4j6cnuvn/rzhCbycwuk3RZ/ccTJT1d1U/Pn6zv+7YnW3bXz/8LVd+U36NqG+efVb2Ns6Sf8+j/0QRnZi+UdJOqFdcbNHiGcZ+735R8DK+L4OpRrN9W1Rl9n6pQ9gOSflrVhbJfl3Sxu/9j8jG8LhrKzF6vagTnl9z9D/se+xVJ16t6Df2ZpCOqNh86SdUFt68RilZ//V+raiLkK6rab06V9DOqgvoHJf1bdz+SfMymf78IH+olycx+RNIbVP3a4zGSvibp/ZKu9eUXxSGQ5BvvMF9195P7PuYCSVer+hVaV9Xqyo2Srnf3+WVHQFFGeE1I0sfd/Wl9H8frIjAze7yqHR0vUBW+jlO1a+g9kj6g6uu87P8XvC6aaaVQXz/+TFXVqGep+m3PP6raZfaPJnme2Bxm9tOqdgb+KVULhjslfVfVOOe7JL1rUEDf7O8XjQj1AAAAQGTRL5QFAAAAwiPUAwAAAIUj1AMAAACFI9QDAAAAhSPUAwAAAIUj1AMAAACFI9QDAAAAhSPUAwAAAIUj1AMAAACFI9QDAAAAhSPUAwAAAIUj1AMAAACFI9QDAAAAhSPUAwAAAIUj1AMAAACFI9QDAAAAhSPUAwAAAIX7/xXF7HohFxCwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 378
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "B_gpu = elm_gpu.nnet.get_B()  # this corectly downloads weights from GPU back to main memory\n",
    "plt.plot(range(1200), B_gpu[:,0])\n",
    "plt.plot(range(1200), B_gpu[:,1])\n",
    "plt.xlim([0, 50])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
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